xuancoblab2023's picture
Training in progress, epoch 5
2c5eca3 verified
raw
history blame
3.68 kB
{
"best_metric": 0.8166666666666667,
"best_model_checkpoint": "Bert_tinybert-distilled/run-43/checkpoint-688",
"epoch": 5.0,
"eval_steps": 500,
"global_step": 860,
"is_hyper_param_search": true,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"grad_norm": 0.9297363758087158,
"learning_rate": 0.00018220163554157572,
"loss": 0.5109,
"step": 172
},
{
"epoch": 1.0,
"eval_AUC": 0.8338702222222223,
"eval_BAC": 0.7526666666666666,
"eval_MCC": 0.5054631978951394,
"eval_PR_AUC": 0.7906860159456152,
"eval_accuracy": 0.7526666666666667,
"eval_loss": 0.45379385352134705,
"eval_runtime": 6.2406,
"eval_samples_per_second": 240.361,
"eval_steps_per_second": 7.531,
"step": 172
},
{
"epoch": 2.0,
"grad_norm": 1.4736577272415161,
"learning_rate": 0.00015617283046420776,
"loss": 0.4701,
"step": 344
},
{
"epoch": 2.0,
"eval_AUC": 0.8569777777777778,
"eval_BAC": 0.7826666666666666,
"eval_MCC": 0.5934186315088451,
"eval_PR_AUC": 0.8041841872474981,
"eval_accuracy": 0.7826666666666666,
"eval_loss": 0.4416643977165222,
"eval_runtime": 6.2534,
"eval_samples_per_second": 239.869,
"eval_steps_per_second": 7.516,
"step": 344
},
{
"epoch": 3.0,
"grad_norm": 2.348161220550537,
"learning_rate": 0.0001301440253868398,
"loss": 0.4558,
"step": 516
},
{
"epoch": 3.0,
"eval_AUC": 0.8637493333333333,
"eval_BAC": 0.804,
"eval_MCC": 0.6085541718553057,
"eval_PR_AUC": 0.8226621073554637,
"eval_accuracy": 0.804,
"eval_loss": 0.4197617471218109,
"eval_runtime": 6.2546,
"eval_samples_per_second": 239.825,
"eval_steps_per_second": 7.515,
"step": 516
},
{
"epoch": 4.0,
"grad_norm": 2.7102890014648438,
"learning_rate": 0.00010411522030947184,
"loss": 0.4473,
"step": 688
},
{
"epoch": 4.0,
"eval_AUC": 0.8772622222222222,
"eval_BAC": 0.8166666666666667,
"eval_MCC": 0.6370595622544093,
"eval_PR_AUC": 0.8431382446127011,
"eval_accuracy": 0.8166666666666667,
"eval_loss": 0.40485522150993347,
"eval_runtime": 6.2302,
"eval_samples_per_second": 240.762,
"eval_steps_per_second": 7.544,
"step": 688
},
{
"epoch": 5.0,
"grad_norm": 2.8933205604553223,
"learning_rate": 7.808641523210388e-05,
"loss": 0.4369,
"step": 860
},
{
"epoch": 5.0,
"eval_AUC": 0.8801617777777779,
"eval_BAC": 0.8153333333333334,
"eval_MCC": 0.6421162229151887,
"eval_PR_AUC": 0.8430902218812605,
"eval_accuracy": 0.8153333333333334,
"eval_loss": 0.4066833555698395,
"eval_runtime": 6.2576,
"eval_samples_per_second": 239.71,
"eval_steps_per_second": 7.511,
"step": 860
}
],
"logging_steps": 500,
"max_steps": 1376,
"num_input_tokens_seen": 0,
"num_train_epochs": 8,
"save_steps": 500,
"stateful_callbacks": {
"TrainerControl": {
"args": {
"should_epoch_stop": false,
"should_evaluate": false,
"should_log": false,
"should_save": true,
"should_training_stop": false
},
"attributes": {}
}
},
"total_flos": 2251888650000.0,
"train_batch_size": 32,
"trial_name": null,
"trial_params": {
"alpha": 0.788436760671977,
"learning_rate": 0.00020823044061894368,
"num_train_epochs": 8,
"temperature": 3
}
}